Pandas Profiling Report

Dataset statistics

Number of variables	67
Number of observations	5000
Missing cells	147
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.5 MiB
Average record size in memory	523.1 B

Variable types

CAT	26
BOOL	22
NUM	19

Warnings

`CarValue` has a high cardinality: 801 distinct values	High cardinality
`CardSpendMonth` has a high cardinality: 4760 distinct values	High cardinality
`VoiceLastMonth` has a high cardinality: 866 distinct values	High cardinality
`VoiceOverTenure` has a high cardinality: 4438 distinct values	High cardinality
`EquipmentLastMonth` has a high cardinality: 735 distinct values	High cardinality
`EquipmentOverTenure` has a high cardinality: 1683 distinct values	High cardinality
`DataLastMonth` has a high cardinality: 746 distinct values	High cardinality
`DataOverTenure` has a high cardinality: 1328 distinct values	High cardinality
`PhoneCoTenure` is highly correlated with `CardTenure`	High correlation
`CardTenure` is highly correlated with `PhoneCoTenure`	High correlation
`LoanDefault_num` is highly correlated with `LoanDefault`	High correlation
`LoanDefault` is highly correlated with `LoanDefault_num`	High correlation
`HomeOwner2` is highly correlated with `HomeOwner`	High correlation
`HomeOwner` is highly correlated with `HomeOwner2`	High correlation
`Gender_num` is highly correlated with `Gender`	High correlation
`Gender` is highly correlated with `Gender_num`	High correlation
`LoanDefault_num` is highly correlated with `LoanDefault`	High correlation
`LoanDefault` is highly correlated with `LoanDefault_num`	High correlation
`CardSpendMonth` is uniformly distributed	Uniform
`VoiceOverTenure` is uniformly distributed	Uniform
`CustomerID` has unique values	Unique
`EmploymentLength` has 659 (13.2%) zeros	Zeros
`NumberPets` has 1529 (30.6%) zeros	Zeros
`NumberCats` has 3408 (68.2%) zeros	Zeros
`NumberDogs` has 3755 (75.1%) zeros	Zeros
`NumberBirds` has 4664 (93.3%) zeros	Zeros
`CarsOwned` has 497 (9.9%) zeros	Zeros
`CardTenure` has 91 (1.8%) zeros	Zeros
`TVWatchingHours` has 85 (1.7%) zeros	Zeros

Reproduction

Analysis started	2021-12-17 12:01:32.743344
Analysis finished	2021-12-17 12:02:53.775884
Duration	1 minute and 21.03 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

CustomerID
Categorical

UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

9999-EGLHVE-19G	1
9108-FHQQBK-LAH	1
5252-VCMHWS-YAY	1
4603-GZODHR-TEP	1
9271-QHXIJE-VVI	1
Other values (4995)	4995

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
9999-EGLHVE-19G	1	< 0.1%
9108-FHQQBK-LAH	1	< 0.1%
5252-VCMHWS-YAY	1	< 0.1%
4603-GZODHR-TEP	1	< 0.1%
9271-QHXIJE-VVI	1	< 0.1%
4306-FUNUCR-5M6	1	< 0.1%
1967-XURQTC-517	1	< 0.1%
4119-CVVRLR-GX5	1	< 0.1%
6354-FYYPEI-BS2	1	< 0.1%
2665-KYMUNB-XHA	1	< 0.1%
Other values (4990)	4990	99.8%

Frequencies of value counts

Unique

Unique	5000 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	15
Median length	15
Mean length	15
Min length	15

Region
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.0014
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.421760289
Coefficient of variation (CV)	0.4736990369
Kurtosis	-1.308981878
Mean	3.0014
Median Absolute Deviation (MAD)	1
Skewness	0.005052460523
Sum	15007
Variance	2.02140232
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	1027	20.5%
1	1009	20.2%
3	1003	20.1%
2	995	19.9%
4	966	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1009	20.2%
2	995	19.9%
3	1003	20.1%
4	966	19.3%
5	1027	20.5%

Value	Count	Frequency (%)
5	1027	20.5%
4	966	19.3%
3	1003	20.1%
2	995	19.9%
1	1009	20.2%

TownSize
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

1	1436
2	1048
3	907
4	857
5	750

Frequencies
Length

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%
#NULL!	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	1
Mean length	1.002
Min length	1

Gender
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	0.7%
Memory size	39.1 KiB

Female	2494
Male	2473

Frequencies
Length

Value	Count	Frequency (%)
Female	2494	49.9%
Male	2473	49.5%
(Missing)	33	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.991
Min length	3

Age
Real number (ℝ_≥0)

Distinct	62
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.0256
Minimum	18
Maximum	79
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	31
median	47
Q3	62
95-th percentile	76
Maximum	79
Range	61
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	17.77033769
Coefficient of variation (CV)	0.3778864638
Kurtosis	-1.187029996
Mean	47.0256
Median Absolute Deviation (MAD)	15
Skewness	0.09076008705
Sum	235128
Variance	315.7849016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	106	2.1%
35	102	2.0%
37	98	2.0%
24	97	1.9%
63	95	1.9%
21	95	1.9%
31	94	1.9%
57	93	1.9%
25	93	1.9%
36	92	1.8%
Other values (52)	4035	80.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	106	2.1%
19	78	1.6%
20	80	1.6%
21	95	1.9%
22	82	1.6%

Value	Count	Frequency (%)
79	73	1.5%
78	70	1.4%
77	71	1.4%
76	58	1.2%
75	74	1.5%

EducationYears
Real number (ℝ_≥0)

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.543
Minimum	6
Maximum	23
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	6
5-th percentile	9
Q1	12
median	14
Q3	17
95-th percentile	20
Maximum	23
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.281082763
Coefficient of variation (CV)	0.2256125121
Kurtosis	-0.6070629191
Mean	14.543
Median Absolute Deviation (MAD)	2
Skewness	0.003733520921
Sum	72715
Variance	10.7655041
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
14	569	11.4%
15	536	10.7%
13	531	10.6%
16	486	9.7%
12	467	9.3%
17	454	9.1%
11	362	7.2%
18	349	7.0%
19	308	6.2%
10	260	5.2%
Other values (8)	678	13.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	8	0.2%
7	31	0.6%
8	107	2.1%
9	178	3.6%
10	260	5.2%

Value	Count	Frequency (%)
23	4	0.1%
22	33	0.7%
21	111	2.2%
20	206	4.1%
19	308	6.2%

JobCategory
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Sales	1650
Professional	1380
Labor	686
Service	620
Crafts	452

Frequencies
Length

Value	Count	Frequency (%)
Sales	1650	33.0%
Professional	1380	27.6%
Labor	686	13.7%
Service	620	12.4%
Crafts	452	9.0%
Agriculture	212	4.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	6
Mean length	7.5248
Min length	5

UnionMember
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	4244
Yes	756

Common Values
Chart

Value	Count	Frequency (%)
No	4244	84.9%
Yes	756	15.1%

EmploymentLength
Real number (ℝ_≥0)

ZEROS

Distinct	52
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.7304
Minimum	0
Maximum	52
Zeros	659
Zeros (%)	13.2%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	15
95-th percentile	31
Maximum	52
Range	52
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.690928679
Coefficient of variation (CV)	0.9959435048
Kurtosis	1.052865428
Mean	9.7304
Median Absolute Deviation (MAD)	6
Skewness	1.251917702
Sum	48652
Variance	93.91409866
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%
5	260	5.2%
6	250	5.0%
7	191	3.8%
8	187	3.7%
11	184	3.7%
Other values (42)	1960	39.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%

Value	Count	Frequency (%)
52	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%

Retired
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	4262
Yes	738

Common Values
Chart

Value	Count	Frequency (%)
No	4262	85.2%
Yes	738	14.8%

HHIncome
Real number (ℝ_≥0)

Distinct	266
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	54759.6
Minimum	9000
Maximum	1073000
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	9000
5-th percentile	13000
Q1	24000
median	38000
Q3	67000
95-th percentile	147000
Maximum	1073000
Range	1064000
Interquartile range (IQR)	43000

Descriptive statistics

Standard deviation	55377.51115
Coefficient of variation (CV)	1.01128407
Kurtosis	57.07703653
Mean	54759.6
Median Absolute Deviation (MAD)	18000
Skewness	5.179216362
Sum	273798000
Variance	3066668742
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22000	112	2.2%
29000	109	2.2%
25000	108	2.2%
30000	102	2.0%
20000	102	2.0%
18000	100	2.0%
23000	100	2.0%
24000	99	2.0%
32000	93	1.9%
21000	91	1.8%
Other values (256)	3984	79.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9000	83	1.7%
10000	55	1.1%
11000	57	1.1%
12000	52	1.0%
13000	56	1.1%

Value	Count	Frequency (%)
1073000	1	< 0.1%
995000	1	< 0.1%
780000	1	< 0.1%
642000	1	< 0.1%
575000	1	< 0.1%

DebtToIncomeRatio
Real number (ℝ_≥0)

Distinct	325
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.95416
Minimum	0
Maximum	43.1
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.9
Q1	5.1
median	8.8
Q3	13.6
95-th percentile	22.2
Maximum	43.1
Range	43.1
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.399783288
Coefficient of variation (CV)	0.6429254993
Kurtosis	1.37645844
Mean	9.95416
Median Absolute Deviation (MAD)	4
Skewness	1.061933558
Sum	49770.8
Variance	40.95722614
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	48	1.0%
4.1	46	0.9%
6.9	46	0.9%
5.4	45	0.9%
4.4	42	0.8%
6.6	42	0.8%
7.3	41	0.8%
5.9	39	0.8%
11.3	39	0.8%
9.6	38	0.8%
Other values (315)	4574	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	6	0.1%
0.2	2	< 0.1%
0.3	5	0.1%
0.4	6	0.1%

Value	Count	Frequency (%)
43.1	1	< 0.1%
41.7	1	< 0.1%
41	1	< 0.1%
40.7	1	< 0.1%
38.2	1	< 0.1%

CreditDebt
Real number (ℝ_≥0)

Distinct	4902
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.857325646
Minimum	0
Maximum	109.072596
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.101088
Q1	0.3855195
median	0.926437
Q3	2.06382
95-th percentile	6.3730104
Maximum	109.072596
Range	109.072596
Interquartile range (IQR)	1.6783005

Descriptive statistics

Standard deviation	3.41573197
Coefficient of variation (CV)	1.839059283
Kurtosis	248.5334273
Mean	1.857325646
Median Absolute Deviation (MAD)	0.6517005
Skewness	11.12004134
Sum	9286.628229
Variance	11.66722489
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6048	4	0.1%
1.09032	3	0.1%
0.760032	2	< 0.1%
0.87912	2	< 0.1%
1.344	2	< 0.1%
0.08151	2	< 0.1%
0.219232	2	< 0.1%
1.35828	2	< 0.1%
0.21021	2	< 0.1%
0.9275	2	< 0.1%
Other values (4892)	4977	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001364	1	< 0.1%
0.00341	1	< 0.1%
0.00494	1	< 0.1%
0.006344	1	< 0.1%

Value	Count	Frequency (%)
109.072596	1	< 0.1%
67.49085	1	< 0.1%
48.704524	1	< 0.1%
44.24556	1	< 0.1%
42.0985	1	< 0.1%

OtherDebt
Real number (ℝ_≥0)

Distinct	4947
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.654460154
Minimum	0
Maximum	141.45915
Zeros	1
Zeros (%)	< 0.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2876923
Q1	0.9803015
median	2.09854
Q3	4.31478
95-th percentile	11.8159808
Maximum	141.45915
Range	141.45915
Interquartile range (IQR)	3.3344785

Descriptive statistics

Standard deviation	5.395171563
Coefficient of variation (CV)	1.476325185
Kurtosis	125.1452338
Mean	3.654460154
Median Absolute Deviation (MAD)	1.3518535
Skewness	7.589924316
Sum	18272.30077
Variance	29.10787619
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.112832	3	0.1%
0.972972	3	0.1%
0.525096	2	< 0.1%
0.9024	2	< 0.1%
3.83824	2	< 0.1%
1.84548	2	< 0.1%
1.131624	2	< 0.1%
1.52388	2	< 0.1%
0.75888	2	< 0.1%
2.115072	2	< 0.1%
Other values (4937)	4978	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.016704	1	< 0.1%
0.020636	1	< 0.1%
0.02121	1	< 0.1%
0.022406	1	< 0.1%

Value	Count	Frequency (%)
141.45915	1	< 0.1%
102.308404	1	< 0.1%
66.9279	1	< 0.1%
59.910192	1	< 0.1%
59.37624	1	< 0.1%

LoanDefault
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

2	3829
1	1171

Frequencies
Length

Value	Count	Frequency (%)
2	3829	76.6%
1	1171	23.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

MaritalStatus
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

2	2599
1	2401

Frequencies
Length

Value	Count	Frequency (%)
2	2599	52.0%
1	2401	48.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

HouseholdSize
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.2004
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.391627524
Coefficient of variation (CV)	0.6324429758
Kurtosis	1.021904688
Mean	2.2004
Median Absolute Deviation (MAD)	1
Skewness	1.231984407
Sum	11002
Variance	1.936627165
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	2040	40.8%
2	1466	29.3%
3	552	11.0%
4	520	10.4%
5	287	5.7%
6	97	1.9%
7	29	0.6%
8	7	0.1%
9	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2040	40.8%
2	1466	29.3%
3	552	11.0%
4	520	10.4%
5	287	5.7%

Value	Count	Frequency (%)
9	2	< 0.1%
8	7	0.1%
7	29	0.6%
6	97	1.9%
5	287	5.7%

NumberPets
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	0.4%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.066680016
Minimum	0
Maximum	21
Zeros	1529
Zeros (%)	30.6%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	21
Range	21
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.415624716
Coefficient of variation (CV)	1.11378582
Kurtosis	0.8960430159
Mean	3.066680016
Median Absolute Deviation (MAD)	2
Skewness	1.194284162
Sum	15315
Variance	11.6664922
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	1529	30.6%
1	779	15.6%
2	584	11.7%
3	376	7.5%
5	298	6.0%
4	283	5.7%
6	255	5.1%
7	245	4.9%
8	178	3.6%
9	170	3.4%
Other values (10)	297	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1529	30.6%
1	779	15.6%
2	584	11.7%
3	376	7.5%
4	283	5.7%

Value	Count	Frequency (%)
21	1	< 0.1%
19	3	0.1%
18	1	< 0.1%
16	9	0.2%
15	10	0.2%

NumberCats
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	7
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.5003004206
Minimum	0
Maximum	6
Zeros	3408
Zeros (%)	68.2%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8604850988
Coefficient of variation (CV)	1.719936789
Kurtosis	3.510210803
Mean	0.5003004206
Median Absolute Deviation (MAD)	0
Skewness	1.880620155
Sum	2498
Variance	0.7404346052
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	3408	68.2%
1	922	18.4%
2	463	9.3%
3	159	3.2%
4	34	0.7%
5	5	0.1%
6	2	< 0.1%
(Missing)	7	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3408	68.2%
1	922	18.4%
2	463	9.3%
3	159	3.2%
4	34	0.7%

Value	Count	Frequency (%)
6	2	< 0.1%
5	5	0.1%
4	34	0.7%
3	159	3.2%
2	463	9.3%

NumberDogs
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	8
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.3928285256
Minimum	0
Maximum	7
Zeros	3755
Zeros (%)	75.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.796539206
Coefficient of variation (CV)	2.027702048
Kurtosis	5.867107893
Mean	0.3928285256
Median Absolute Deviation (MAD)	0
Skewness	2.328315171
Sum	1961
Variance	0.6344747067
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	3755	75.1%
1	719	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%
5	4	0.1%
7	1	< 0.1%
(Missing)	8	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3755	75.1%
1	719	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%

Value	Count	Frequency (%)
7	1	< 0.1%
5	4	0.1%
4	36	0.7%
3	117	2.3%
2	360	7.2%

NumberBirds
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	34
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	0.1111558598
Minimum	0
Maximum	5
Zeros	4664
Zeros (%)	93.3%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4958319659
Coefficient of variation (CV)	4.460691201
Kurtosis	29.58998563
Mean	0.1111558598
Median Absolute Deviation (MAD)	0
Skewness	5.226759949
Sum	552
Variance	0.2458493384
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4664	93.3%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%
5	1	< 0.1%
(Missing)	34	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4664	93.3%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%

Value	Count	Frequency (%)
5	1	< 0.1%
4	20	0.4%
3	49	1.0%
2	88	1.8%
1	144	2.9%

HomeOwner
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	0.3%
Memory size	39.1 KiB

1	3140
0	1847
(Missing)	13

Common Values
Chart

Value	Count	Frequency (%)
1	3140	62.8%
0	1847	36.9%
(Missing)	13	0.3%

CarsOwned
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1306
Minimum	0
Maximum	8
Zeros	497
Zeros (%)	9.9%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.307472958
Coefficient of variation (CV)	0.6136642065
Kurtosis	0.3283876837
Mean	2.1306
Median Absolute Deviation (MAD)	1
Skewness	0.5017223598
Sum	10653
Variance	1.709485537
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1607	32.1%
1	1119	22.4%
3	1082	21.6%
0	497	9.9%
4	481	9.6%
5	149	3.0%
6	51	1.0%
7	13	0.3%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	497	9.9%
1	1119	22.4%
2	1607	32.1%
3	1082	21.6%
4	481	9.6%

Value	Count	Frequency (%)
8	1	< 0.1%
7	13	0.3%
6	51	1.0%
5	149	3.0%
4	481	9.6%

CarOwnership
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Own	3704
Lease	799
-1	497

Frequencies
Length

Value	Count	Frequency (%)
Own	3704	74.1%
Lease	799	16.0%
-1	497	9.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.2202
Min length	2

CarBrand
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Domestic	2287
Foreign	2216
-1	497

Frequencies
Length

Value	Count	Frequency (%)
Domestic	2287	45.7%
Foreign	2216	44.3%
-1	497	9.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	7
Mean length	6.9604
Min length	2

CarValue
Categorical

HIGH CARDINALITY

Distinct	801
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$(1,000.00)	497
$9,800.00	25
$6,300.00	24
$13,500.00	24
$13,000.00	23
Other values (796)	4407

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$(1,000.00)	497	9.9%
$9,800.00	25	0.5%
$6,300.00	24	0.5%
$13,500.00	24	0.5%
$13,000.00	23	0.5%
$10,200.00	23	0.5%
$9,900.00	22	0.4%
$11,400.00	22	0.4%
$10,000.00	22	0.4%
$9,200.00	22	0.4%
Other values (791)	4296	85.9%

Frequencies of value counts

Unique

Unique	204 ?
Unique (%)	4.1%

Histogram of lengths of the category

Length

Max length	12
Median length	12
Mean length	11.8204
Min length	11

CommuteTime
Categorical

Distinct	42
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

24	336
23	335
27	331
25	330
22	325
Other values (37)	3343

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
24	336	6.7%
23	335	6.7%
27	331	6.6%
25	330	6.6%
22	325	6.5%
26	311	6.2%
21	307	6.1%
28	293	5.9%
29	260	5.2%
30	226	4.5%
Other values (32)	1946	38.9%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.0002
Min length	1

PoliticalPartyMem
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3093
Yes	1907

Common Values
Chart

Value	Count	Frequency (%)
No	3093	61.9%
Yes	1907	38.1%

Votes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Yes	2590
No	2410

Common Values
Chart

Value	Count	Frequency (%)
Yes	2590	51.8%
No	2410	48.2%

CreditCard
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Disc	1344
Visa	1247
Mast	1200
AMEX	986
Othe	223

Frequencies
Length

Value	Count	Frequency (%)
Disc	1344	26.9%
Visa	1247	24.9%
Mast	1200	24.0%
AMEX	986	19.7%
Othe	223	4.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

CardTenure
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.6558
Minimum	0
Maximum	40
Zeros	91
Zeros (%)	1.8%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	14
Q3	26
95-th percentile	38
Maximum	40
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	12.02095783
Coefficient of variation (CV)	0.7217280362
Kurtosis	-1.056112126
Mean	16.6558
Median Absolute Deviation (MAD)	9
Skewness	0.4293605803
Sum	83279
Variance	144.503427
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
3	246	4.9%
1	228	4.6%
2	220	4.4%
4	193	3.9%
5	188	3.8%
6	176	3.5%
7	163	3.3%
11	158	3.2%
8	158	3.2%
9	153	3.1%
Other values (31)	3117	62.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91	1.8%
1	228	4.6%
2	220	4.4%
3	246	4.9%
4	193	3.9%

Value	Count	Frequency (%)
40	126	2.5%
39	113	2.3%
38	98	2.0%
37	83	1.7%
36	72	1.4%

CardItemsMonthly
Real number (ℝ_≥0)

Distinct	24
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.1774
Minimum	0
Maximum	23
Zeros	7
Zeros (%)	0.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	16
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.391139809
Coefficient of variation (CV)	0.3332029604
Kurtosis	0.1581612106
Mean	10.1774
Median Absolute Deviation (MAD)	2
Skewness	0.1985940773
Sum	50887
Variance	11.49982921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
11	601	12.0%
10	591	11.8%
9	586	11.7%
8	497	9.9%
12	497	9.9%
7	411	8.2%
13	354	7.1%
6	295	5.9%
14	280	5.6%
15	195	3.9%
Other values (14)	693	13.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	0.1%
1	20	0.4%
2	24	0.5%
3	39	0.8%
4	100	2.0%

Value	Count	Frequency (%)
23	2	< 0.1%
22	1	< 0.1%
21	8	0.2%
20	16	0.3%
19	28	0.6%

CardSpendMonth
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	4760
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$-	7
$1,869.10	4
$2,311.40	3
$3,211.90	3
$2,458.40	3
Other values (4755)	4980

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$-	7	0.1%
$1,869.10	4	0.1%
$2,311.40	3	0.1%
$3,211.90	3	0.1%
$2,458.40	3	0.1%
$2,371.60	3	0.1%
$4,129.90	3	0.1%
$2,023.10	3	0.1%
$2,490.00	3	0.1%
$1,225.40	3	0.1%
Other values (4750)	4965	99.3%

Frequencies of value counts

Unique

Unique	4535 ?
Unique (%)	90.7%

Histogram of lengths of the category

Length

Max length	12
Median length	11
Mean length	10.8956
Min length	6

ActiveLifestyle
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2670
Yes	2330

Common Values
Chart

Value	Count	Frequency (%)
No	2670	53.4%
Yes	2330	46.6%

PhoneCoTenure
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	73
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.2048
Minimum	0
Maximum	72
Zeros	3
Zeros (%)	0.1%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	18
median	38
Q3	59
95-th percentile	72
Maximum	72
Range	72
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	22.66188803
Coefficient of variation (CV)	0.5931686079
Kurtosis	-1.330461631
Mean	38.2048
Median Absolute Deviation (MAD)	21
Skewness	-0.03634538348
Sum	191024
Variance	513.5611692
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	251	5.0%
71	147	2.9%
70	98	2.0%
5	94	1.9%
69	94	1.9%
9	88	1.8%
7	87	1.7%
2	81	1.6%
64	79	1.6%
68	79	1.6%
Other values (63)	3902	78.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.1%
1	72	1.4%
2	81	1.6%
3	75	1.5%
4	71	1.4%

Value	Count	Frequency (%)
72	251	5.0%
71	147	2.9%
70	98	2.0%
69	94	1.9%
68	79	1.6%

VoiceLastMonth
Categorical

HIGH CARDINALITY

Distinct	866
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$12.60	31
$15.00	29
$23.70	28
$16.95	25
$22.50	25
Other values (861)	4862

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$12.60	31	0.6%
$15.00	29	0.6%
$23.70	28	0.6%
$16.95	25	0.5%
$22.50	25	0.5%
$11.85	24	0.5%
$15.45	24	0.5%
$14.85	24	0.5%
$14.25	24	0.5%
$12.90	23	0.5%
Other values (856)	4743	94.9%

Frequencies of value counts

Unique

Unique	291 ?
Unique (%)	5.8%

Histogram of lengths of the category

Length

Max length	9
Median length	8
Mean length	7.9908
Min length	7

VoiceOverTenure
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	4438
Distinct (%)	88.8%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$2.05	8
$2.60	6
$14.30	5
$16.45	5
$42.05	4
Other values (4433)	4972

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$2.05	8	0.2%
$2.60	6	0.1%
$14.30	5	0.1%
$16.45	5	0.1%
$42.05	4	0.1%
$1.40	4	0.1%
$6.20	4	0.1%
$1.85	4	0.1%
$70.40	4	0.1%
$289.75	4	0.1%
Other values (4428)	4952	99.0%

Frequencies of value counts

Unique

Unique	3969 ?
Unique (%)	79.4%

Histogram of lengths of the category

Length

Max length	12
Median length	9
Mean length	9.1692
Min length	7

EquipmentRental
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3296
Yes	1704

Common Values
Chart

Value	Count	Frequency (%)
No	3296	65.9%
Yes	1704	34.1%

EquipmentLastMonth
Categorical

HIGH CARDINALITY

Distinct	735
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$-	3296
$31.35	8
$38.80	8
$36.50	8
$32.30	8
Other values (730)	1672

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$-	3296	65.9%
$31.35	8	0.2%
$38.80	8	0.2%
$36.50	8	0.2%
$32.30	8	0.2%
$31.15	8	0.2%
$32.65	7	0.1%
$26.60	7	0.1%
$31.50	7	0.1%
$43.25	7	0.1%
Other values (725)	1636	32.7%

Frequencies of value counts

Unique

Unique	295 ?
Unique (%)	5.9%

Histogram of lengths of the category

Length

Max length	9
Median length	6
Mean length	6.6818
Min length	6

EquipmentOverTenure
Categorical

HIGH CARDINALITY

Distinct	1683
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$-	3296
$101.05	2
$30.60	2
$699.70	2
$1,918.80	2
Other values (1678)	1696

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$-	3296	65.9%
$101.05	2	< 0.1%
$30.60	2	< 0.1%
$699.70	2	< 0.1%
$1,918.80	2	< 0.1%
$40.50	2	< 0.1%
$1,463.55	2	< 0.1%
$2,765.15	2	< 0.1%
$572.85	2	< 0.1%
$153.50	2	< 0.1%
Other values (1673)	1686	33.7%

Frequencies of value counts

Unique

Unique	1660 ?
Unique (%)	33.2%

Histogram of lengths of the category

Length

Max length	11
Median length	6
Mean length	7.375
Min length	6

CallingCard
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Yes	3581
No	1419

Common Values
Chart

Value	Count	Frequency (%)
Yes	3581	71.6%
No	1419	28.4%

WirelessData
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3656
Yes	1344

Common Values
Chart

Value	Count	Frequency (%)
No	3656	73.1%
Yes	1344	26.9%

DataLastMonth
Categorical

HIGH CARDINALITY

Distinct	746
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$-	3656
$34.30	9
$32.20	7
$22.95	7
$27.95	7
Other values (741)	1314

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$-	3656	73.1%
$34.30	9	0.2%
$32.20	7	0.1%
$22.95	7	0.1%
$27.95	7	0.1%
$22.50	6	0.1%
$39.30	6	0.1%
$40.70	5	0.1%
$27.75	5	0.1%
$38.90	5	0.1%
Other values (736)	1287	25.7%

Frequencies of value counts

Unique

Unique	394 ?
Unique (%)	7.9%

Histogram of lengths of the category

Length

Max length	9
Median length	6
Mean length	6.54
Min length	6

DataOverTenure
Categorical

HIGH CARDINALITY

Distinct	1328
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

$-	3656
$958.45	2
$2,279.80	2
$14.90	2
$2,323.80	2
Other values (1323)	1336

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
$-	3656	73.1%
$958.45	2	< 0.1%
$2,279.80	2	< 0.1%
$14.90	2	< 0.1%
$2,323.80	2	< 0.1%
$2,049.85	2	< 0.1%
$23.15	2	< 0.1%
$2,182.05	2	< 0.1%
$1,229.50	2	< 0.1%
$1,199.20	2	< 0.1%
Other values (1318)	1326	26.5%

Frequencies of value counts

Unique

Unique	1310 ?
Unique (%)	26.2%

Histogram of lengths of the category

Length

Max length	12
Median length	6
Mean length	7.0918
Min length	6

Multiline
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2558
Yes	2442

Common Values
Chart

Value	Count	Frequency (%)
No	2558	51.2%
Yes	2442	48.8%

VM
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3485
Yes	1515

Common Values
Chart

Value	Count	Frequency (%)
No	3485	69.7%
Yes	1515	30.3%

Pager
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3782
Yes	1218

Common Values
Chart

Value	Count	Frequency (%)
No	3782	75.6%
Yes	1218	24.4%

Internet
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2498
Yes	774
3	598
4	585
2	545

Frequencies
Length

Value	Count	Frequency (%)
No	2498	50.0%
Yes	774	15.5%
3	598	12.0%
4	585	11.7%
2	545	10.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	1.8092
Min length	1

CallerID
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2624
Yes	2376

Common Values
Chart

Value	Count	Frequency (%)
No	2624	52.5%
Yes	2376	47.5%

CallWait
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2605
Yes	2395

Common Values
Chart

Value	Count	Frequency (%)
No	2605	52.1%
Yes	2395	47.9%

CallForward
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2597
Yes	2403

Common Values
Chart

Value	Count	Frequency (%)
No	2597	51.9%
Yes	2403	48.1%

ThreeWayCalling
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2610
Yes	2390

Common Values
Chart

Value	Count	Frequency (%)
No	2610	52.2%
Yes	2390	47.8%

EBilling
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	3257
Yes	1743

Common Values
Chart

Value	Count	Frequency (%)
No	3257	65.1%
Yes	1743	34.9%

TVWatchingHours
Real number (ℝ_≥0)

ZEROS

Distinct	32
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.645
Minimum	0
Maximum	36
Zeros	85
Zeros (%)	1.7%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	17
median	20
Q3	23
95-th percentile	28
Maximum	36
Range	36
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.165608551
Coefficient of variation (CV)	0.2629477501
Kurtosis	2.348421771
Mean	19.645
Median Absolute Deviation (MAD)	3
Skewness	-0.6447121586
Sum	98225
Variance	26.6835117
Monotocity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
20	451	9.0%
19	445	8.9%
21	440	8.8%
18	413	8.3%
22	371	7.4%
17	350	7.0%
16	309	6.2%
23	301	6.0%
15	263	5.3%
24	248	5.0%
Other values (22)	1409	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85	1.7%
6	1	< 0.1%
7	3	0.1%
8	9	0.2%
9	13	0.3%

Value	Count	Frequency (%)
36	3	0.1%
35	6	0.1%
34	9	0.2%
33	8	0.2%
32	10	0.2%

OwnsPC
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

Yes	3164
No	1836

Common Values
Chart

Value	Count	Frequency (%)
Yes	3164	63.3%
No	1836	36.7%

OwnsMobileDevice
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2604
Yes	2396

Common Values
Chart

Value	Count	Frequency (%)
No	2604	52.1%
Yes	2396	47.9%

OwnsGameSystem
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2626
Yes	2374

Common Values
Chart

Value	Count	Frequency (%)
No	2626	52.5%
Yes	2374	47.5%

OwnsFax
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	4106
Yes	894

Common Values
Chart

Value	Count	Frequency (%)
No	4106	82.1%
Yes	894	17.9%

NewsSubscriber
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

No	2637
Yes	2363

Common Values
Chart

Value	Count	Frequency (%)
No	2637	52.7%
Yes	2363	47.3%

Gender_num
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	0.7%
Memory size	39.1 KiB

2	2494
1	2473

Frequencies
Length

Value	Count	Frequency (%)
2	2494	49.9%
1	2473	49.5%
(Missing)	33	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

LoanDefault_num
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

2	3829
1	1171

Frequencies
Length

Value	Count	Frequency (%)
2	3829	76.6%
1	1171	23.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

DebtToIncomeRatio_Recoded
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 KiB

2	1662
1	1215
3	1176
4	947

Frequencies
Length

Value	Count	Frequency (%)
2	1662	33.2%
1	1215	24.3%
3	1176	23.5%
4	947	18.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Age_Recoded
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.1 KiB

>31-47	1322
18-31	1253
>62	1238
>47-62	1187

Frequencies
Length

Value	Count	Frequency (%)
>31-47	1322	26.4%
18-31	1253	25.1%
>62	1238	24.8%
>47-62	1187	23.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.0066
Min length	3

PhoneCoTenure_Coded
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.1 KiB

0-18	1304
>59	1244
>38-59	1239
>18-38	1213

Frequencies
Length

Value	Count	Frequency (%)
0-18	1304	26.1%
>59	1244	24.9%
>38-59	1239	24.8%
>18-38	1213	24.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.732
Min length	3

OwnsMobileDevice_Coded
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

1	2604
2	2396

Frequencies
Length

Value	Count	Frequency (%)
1	2604	52.1%
2	2396	47.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

HomeOwner2
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	0.3%
Memory size	39.1 KiB

2	3140
1	1847

Frequencies
Length

Value	Count	Frequency (%)
2	3140	62.8%
1	1847	36.9%
(Missing)	13	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

VoiceLastMonth_Coded
Real number (ℝ_≥0)

Distinct	866
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.41435
Minimum	2.7
Maximum	539.55
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	2.7
5-th percentile	8.7
Q1	17.1
median	28.65
Q3	49.65
95-th percentile	110.2725
Maximum	539.55
Range	536.85
Interquartile range (IQR)	32.55

Descriptive statistics

Standard deviation	38.32014348
Coefficient of variation (CV)	0.9481816107
Kurtosis	18.50338971
Mean	40.41435
Median Absolute Deviation (MAD)	13.875
Skewness	3.271922723
Sum	202071.75
Variance	1468.433396
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.6	31	0.6%
15	29	0.6%
23.7	28	0.6%
22.5	25	0.5%
16.95	25	0.5%
14.25	24	0.5%
11.85	24	0.5%
14.85	24	0.5%
15.45	24	0.5%
13.8	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.7	2	< 0.1%
2.85	1	< 0.1%
3	1	< 0.1%
3.15	1	< 0.1%
3.3	2	< 0.1%

Value	Count	Frequency (%)
539.55	1	< 0.1%
420.6	1	< 0.1%
390	1	< 0.1%
343.65	1	< 0.1%
341.25	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	CustomerID	Region	TownSize	Gender	Age	EducationYears	JobCategory	UnionMember	EmploymentLength	Retired	HHIncome	DebtToIncomeRatio	CreditDebt	OtherDebt	LoanDefault	MaritalStatus	HouseholdSize	NumberPets	NumberCats	NumberDogs	HomeOwner	CarsOwned	CarOwnership	CarBrand	CarValue	CommuteTime	PoliticalPartyMem	Votes	CreditCard	CardTenure	CardItemsMonthly	CardSpendMonth	ActiveLifestyle	PhoneCoTenure	VoiceLastMonth	VoiceOverTenure	EquipmentRental	EquipmentLastMonth	EquipmentOverTenure	CallingCard	WirelessData	DataLastMonth	DataOverTenure	Multiline	VM	Pager	Internet	CallerID	CallWait	CallForward	ThreeWayCalling	EBilling	TVWatchingHours	OwnsPC	OwnsMobileDevice	OwnsGameSystem	OwnsFax	NewsSubscriber	Gender_num	LoanDefault_num	DebtToIncomeRatio_Recoded	Age_Recoded	PhoneCoTenure_Coded	OwnsMobileDevice_Coded	HomeOwner2	VoiceLastMonth_Coded
0	3964-QJWTRG-NPN	1	2	Female	20	15	Professional	Yes	0	No	31000.0	11.1	1.200909	2.240091	1	2	3.0	0.0	0.0	0.0	0.0	2	Own	Domestic	$14,300.00	22	Yes	Yes	Mast	2	5	$816.60	No	5	$19.50	$34.40	Yes	$29.50	$126.10	Yes	No	$-	$-	Yes	Yes	Yes	No	No	Yes	Yes	Yes	No	13	No	Yes	Yes	No	No	2.0	1	3	18-31	0-18	2	1.0	19.50
1	0648-AIPJSP-UVM	5	5	Male	22	17	Sales	No	0	No	15000.0	18.6	1.222020	1.567980	1	2	2.0	6.0	0.0	0.0	1.0	2	Own	Foreign	$6,800.00	29	Yes	No	Visa	4	5	$426.00	Yes	39	$26.70	$330.60	Yes	$54.85	$1,975.00	Yes	Yes	$45.65	$1,683.55	Yes	Yes	Yes	4	Yes	No	Yes	No	Yes	18	Yes	Yes	Yes	Yes	Yes	1.0	1	4	18-31	>38-59	2	2.0	26.70
2	5195-TLUDJE-HVO	3	4	Female	67	14	Sales	No	16	No	35000.0	9.9	0.928620	2.536380	2	1	3.0	3.0	2.0	1.0	1.0	3	Own	Foreign	$18,800.00	24	Yes	No	Visa	35	9	$1,842.20	No	65	$85.20	$1,858.35	No	$-	$-	Yes	No	$-	$-	Yes	No	No	No	No	No	No	No	No	21	No	No	No	No	Yes	2.0	2	2	>62	>59	1	2.0	85.20
3	4459-VLPQUH-3OL	4	3	Male	23	16	Sales	No	0	No	20000.0	5.7	0.022800	1.117200	1	1	5.0	0.0	0.0	0.0	1.0	3	Own	Foreign	$8,700.00	38	No	No	Visa	5	17	$3,409.90	Yes	36	$18.00	$199.45	No	$-	$-	Yes	No	$-	$-	Yes	No	No	2	No	No	No	No	Yes	26	Yes	Yes	Yes	No	Yes	1.0	1	2	18-31	>18-38	2	2.0	18.00
4	8158-SMTQFB-CNO	2	2	Male	26	16	Sales	No	1	No	23000.0	1.7	0.214659	0.176341	2	1	4.0	0.0	0.0	0.0	0.0	1	Lease	Foreign	$10,600.00	32	No	No	Disc	8	8	$2,551.00	Yes	21	$9.15	$74.10	No	$-	$-	Yes	Yes	$19.05	$410.80	No	Yes	No	3	Yes	Yes	Yes	Yes	No	27	Yes	No	Yes	No	No	1.0	2	1	18-31	>18-38	1	1.0	9.15
5	9662-FUSYIM-1IV	4	4	Male	64	17	Service	No	22	No	107000.0	5.6	1.060584	4.931416	2	2	1.0	11.0	1.0	1.0	1.0	0	-1	-1	$(1,000.00)	23	No	No	Visa	18	11	$2,282.70	No	28	$24.30	$264.90	Yes	$35.50	$970.95	Yes	No	$-	$-	No	No	Yes	No	Yes	Yes	Yes	Yes	No	21	No	No	No	No	No	1.0	2	2	>62	>18-38	1	2.0	24.30
6	7432-QKQFJJ-K72	2	5	Female	52	14	Professional	No	10	No	77000.0	1.9	0.501809	0.961191	2	2	1.0	2.0	0.0	2.0	0.0	2	Own	Domestic	$25,600.00	32	No	No	Othe	3	20	$8,223.20	No	15	$11.40	$44.80	No	$-	$-	No	No	$-	$-	No	No	No	Yes	No	No	Yes	No	No	19	Yes	Yes	No	No	No	2.0	2	1	>47-62	0-18	2	1.0	11.40
7	8959-RZWRHU-ST8	3	4	Female	44	16	Professional	No	11	No	97000.0	14.4	5.950368	8.017632	2	1	2.0	10.0	0.0	2.0	1.0	1	Own	Domestic	$55,500.00	31	No	Yes	AMEX	25	6	$5,927.00	No	46	$44.55	$612.70	No	$-	$-	Yes	No	$-	$-	Yes	No	No	No	Yes	Yes	Yes	Yes	No	13	No	No	No	No	Yes	2.0	2	3	>31-47	>38-59	1	2.0	44.55
8	9124-DZALHM-S6I	2	3	Female	66	12	Professional	No	15	Yes	16000.0	2.6	0.102336	0.313664	2	2	1.0	1.0	1.0	0.0	1.0	1	Own	Foreign	$8,600.00	25	Yes	Yes	Mast	26	12	$3,265.90	Yes	53	$63.15	$1,074.35	No	$-	$-	Yes	No	$-	$-	Yes	No	No	No	No	No	No	No	No	25	No	No	No	No	No	2.0	2	1	>62	>38-59	1	2.0	63.15
9	3512-MUWBGY-52X	2	2	Male	47	11	Labor	No	19	No	84000.0	4.1	1.770216	1.673784	2	2	2.0	1.0	1.0	0.0	1.0	4	Own	Domestic	$41,000.00	29	Yes	Yes	Othe	2	11	$1,996.40	Yes	3	$10.95	$20.05	No	$-	$-	No	No	$-	$-	No	No	No	No	No	No	No	No	No	21	No	No	No	No	No	1.0	2	1	>31-47	0-18	1	2.0	10.95

Last rows

	CustomerID	Region	TownSize	Gender	Age	EducationYears	JobCategory	UnionMember	EmploymentLength	Retired	HHIncome	DebtToIncomeRatio	CreditDebt	OtherDebt	LoanDefault	MaritalStatus	HouseholdSize	NumberPets	NumberCats	NumberDogs	HomeOwner	CarsOwned	CarOwnership	CarBrand	CarValue	CommuteTime	PoliticalPartyMem	Votes	CreditCard	CardTenure	CardItemsMonthly	CardSpendMonth	ActiveLifestyle	PhoneCoTenure	VoiceLastMonth	VoiceOverTenure	EquipmentRental	EquipmentLastMonth	EquipmentOverTenure	CallingCard	WirelessData	DataLastMonth	DataOverTenure	Multiline	VM	Pager	Internet	CallerID	CallWait	CallForward	ThreeWayCalling	EBilling	TVWatchingHours	OwnsPC	OwnsMobileDevice	OwnsGameSystem	OwnsFax	NewsSubscriber	Gender_num	LoanDefault_num	DebtToIncomeRatio_Recoded	Age_Recoded	PhoneCoTenure_Coded	OwnsMobileDevice_Coded	HomeOwner2	VoiceLastMonth_Coded
4990	3192-STGTEL-D14	3	3	Female	26	21	Crafts	Yes	0	No	89000.0	9.3	2.085804	6.191196	1	2	1.0	7.0	0.0	2.0	1.0	5	Own	Foreign	$47,100.00	31	No	No	AMEX	3	11	$4,407.50	No	11	$13.95	$40.60	Yes	$39.15	$374.80	Yes	Yes	$35.70	$355.75	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	22	Yes	Yes	Yes	Yes	No	2.0	1	2	18-31	0-18	2	2.0	13.95
4991	6841-FBQILD-2CH	2	2	Female	59	18	Sales	No	9	No	75000.0	14.2	3.610350	7.039650	2	1	2.0	1.0	0.0	1.0	1.0	1	Own	Domestic	$32,000.00	19	No	Yes	Mast	12	10	$2,856.70	No	35	$19.35	$197.60	Yes	$41.20	$1,402.20	No	Yes	$34.40	$1,140.55	Yes	Yes	Yes	3	Yes	No	Yes	No	Yes	25	Yes	Yes	Yes	Yes	No	2.0	2	3	>47-62	>18-38	2	2.0	19.35
4992	6309-HRNBPZ-565	4	4	Female	55	15	Sales	No	10	No	49000.0	0.5	0.114905	0.130095	2	2	1.0	0.0	0.0	0.0	1.0	0	-1	-1	$(1,000.00)	37	No	No	AMEX	20	9	$8,888.30	No	52	$21.60	$373.05	No	$-	$-	Yes	No	$-	$-	No	Yes	Yes	No	Yes	Yes	Yes	Yes	No	15	Yes	No	Yes	Yes	No	2.0	2	1	>47-62	>38-59	1	2.0	21.60
4993	8563-YGTRBK-25I	3	3	Male	56	18	Sales	No	2	No	60000.0	2.1	0.220500	1.039500	2	1	2.0	2.0	2.0	0.0	1.0	3	Own	Domestic	$31,900.00	25	No	Yes	Disc	19	7	$2,272.50	Yes	48	$42.60	$736.55	No	$-	$-	No	No	$-	$-	No	No	No	No	Yes	Yes	No	Yes	No	19	Yes	No	Yes	Yes	No	1.0	2	1	>47-62	>38-59	1	2.0	42.60
4994	1973-VJDGJA-TQ6	3	1	Female	35	15	Sales	No	1	No	53000.0	11.3	3.252027	2.736973	1	2	2.0	1.0	0.0	1.0	0.0	1	Own	Foreign	$31,900.00	24	No	Yes	Mast	3	16	$4,308.00	Yes	7	$5.55	$11.75	No	$-	$-	No	No	$-	$-	No	No	No	No	Yes	No	Yes	No	No	23	No	No	Yes	No	No	2.0	1	3	>31-47	0-18	1	1.0	5.55
4995	3675-GZFGOT-QJN	2	2	Male	68	10	Professional	No	24	No	196000.0	8.0	7.934080	7.745920	2	2	1.0	4.0	4.0	0.0	1.0	1	Own	Domestic	$64,500.00	21	No	Yes	AMEX	35	11	$8,721.10	No	69	$102.30	$2,405.90	No	$-	$-	Yes	No	$-	$-	No	No	No	No	No	No	No	No	No	19	No	No	No	No	Yes	1.0	2	2	>62	>59	1	2.0	102.30
4996	4699-LEPCCE-3UD	3	3	Male	51	14	Professional	No	6	No	83000.0	15.0	3.336600	9.113400	1	2	1.0	1.0	0.0	0.0	1.0	2	Own	Foreign	$40,000.00	26	No	No	Mast	15	6	$2,108.10	Yes	30	$31.20	$289.00	No	$-	$-	Yes	Yes	$27.90	$757.35	No	No	No	No	Yes	Yes	Yes	Yes	No	14	No	No	No	No	No	1.0	1	3	>47-62	>18-38	1	2.0	31.20
4997	8485-LLUICH-CVV	4	5	Male	75	17	Professional	No	24	No	108000.0	10.8	3.557520	8.106480	2	2	1.0	0.0	0.0	0.0	1.0	3	Own	Domestic	$53,600.00	32	No	No	AMEX	40	11	$8,840.80	No	72	$88.20	$2,109.25	No	$-	$-	Yes	No	$-	$-	Yes	No	No	No	Yes	Yes	Yes	Yes	No	16	No	No	No	No	Yes	1.0	2	3	>62	>59	1	2.0	88.20
4998	9325-URAAUT-7FA	1	1	Male	47	19	Sales	No	3	No	189000.0	10.8	5.021352	15.390648	1	1	4.0	0.0	0.0	0.0	1.0	2	Own	Foreign	$96,000.00	12	Yes	No	Mast	22	9	$3,813.50	No	37	$23.85	$282.70	Yes	$29.55	$1,032.85	Yes	No	$-	$-	Yes	No	No	3	No	No	No	No	Yes	24	Yes	Yes	Yes	No	Yes	1.0	1	3	>31-47	>18-38	2	2.0	23.85
4999	8027-EXDZBF-OGR	3	5	Female	41	10	Crafts	No	20	No	77000.0	6.2	2.267650	2.506350	2	1	2.0	9.0	0.0	0.0	1.0	2	Own	Domestic	$49,300.00	32	Yes	Yes	Mast	16	7	$2,697.20	Yes	25	$24.15	$197.25	No	$-	$-	Yes	No	$-	$-	No	No	No	No	No	No	No	No	No	19	No	No	No	No	No	2.0	2	2	>31-47	>18-38	1	2.0	24.15

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows